{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from minepy import MINE\n",
    "from joblib  import Parallel,delayed\n",
    "import numpy as np\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mic(x,y):\n",
    "    '''输入为dataframe'''\n",
    "    if type(x) == pd.DataFrame:\n",
    "        x = x.prob.values.ravel()\n",
    "        y = y.prob.values.ravel()\n",
    "    m = MINE(est ='mic_e')\n",
    "    m.compute_score(x,y)\n",
    "    return m.mic()\n",
    "\n",
    "def cal_raw(x,pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(mic)(x,y) for y in pred_list)\n",
    "    return result\n",
    "\n",
    "def cal_matrix(pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(cal_raw)(x,pred_list) for x in pred_list)\n",
    "    return np.array(result)\n",
    "\n",
    "def plot_mic_matrix(mic_matrix,ticks):\n",
    "    plt.figure(figsize=(16,16))\n",
    "    plt.xticks(fontsize=20)\n",
    "    plt.yticks(fontsize=20)\n",
    "    sns.heatmap(mic_matrix,linewidths=1,vmax=1.0,\n",
    "            square=True,linecolor='white',annot=True,xticklabels=ticks,yticklabels =ticks)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_names = [file for file in os.listdir() if '_pred.txt' in file]\n",
    "file_names = sorted(file_names,key=lambda x:int(x.split('_')[0][4:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n",
      "[Parallel(n_jobs=10)]: Done   3 out of  10 | elapsed:   22.0s remaining:   51.3s\n",
      "[Parallel(n_jobs=10)]: Done   5 out of  10 | elapsed:   22.2s remaining:   22.2s\n",
      "[Parallel(n_jobs=10)]: Done   7 out of  10 | elapsed:   22.4s remaining:    9.6s\n",
      "[Parallel(n_jobs=10)]: Done  10 out of  10 | elapsed:   22.9s finished\n"
     ]
    }
   ],
   "source": [
    "\n",
    "pred_list = []\n",
    "for file in file_names:\n",
    "    pred = pd.read_csv(file)\n",
    "    pred_list.append(pred)\n",
    "mic_matrix = cal_matrix(pred_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mic_matrix(mic_matrix,file_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
